A Resource Management Model for Real-time Edge System of Multiple Robots. - Zheyuan Hu 001; Jianwei Niu 002; Tao Ren 001; Huiyong Li 005; Ye Rui; Yuan Qiu 006; Liang Bai (CSCloud/EdgeCom, 2020)

A Distributed Computation Offloading Scheduling Framework based on Deep Reinforcement Learning. - Bin Dai; Tao Ren 001; Jianwei Niu 002; Zheyuan Hu 001; Shucheng Hu; Meikang Qiu (ISPA/BDCloud/SocialCom/SustainCom, 2021)

Object Pose Estimation for Robotic Grasping based on Multi-view Keypoint Detection. - Zheyuan Hu 001; Renluan Hou; Jianwei Niu 002; Xiaolong Yu; Tao Ren 001; Qingfeng Li 004 (ISPA/BDCloud/SocialCom/SustainCom, 2021)

Distributed Task Offloading based on Multi-Agent Deep Reinforcement Learning. - Shucheng Hu; Tao Ren 001; Jianwei Niu 002; Zheyuan Hu 001; Guoliang Xing (MSN, 2021)

Multi-agent Computation Offloading in UAV Assisted MEC via Deep Reinforcement Learning. - Hang He; Tao Ren 001; Yuan Qiu 006; Zheyuan Hu 001; Yanqi Li (SmartCom, 2021)

Computation Offloading and Resource Allocation Based on Multi-agent Federated Learning. - Yiming Yao; Tao Ren 001; Yuan Qiu 006; Zheyuan Hu 001; Yanqi Li (SmartCom, 2021)

Enabling Efficient Scheduling in Large-Scale UAV-Assisted Mobile-Edge Computing via Hierarchical Reinforcement Learning. - Tao Ren 001; Jianwei Niu 002; Bin Dai; Xuefeng Liu 001; Zheyuan Hu 001; Mingliang Xu 001; Mohsen Guizani (IEEE Internet Things J., 2022)

An Efficient Online Computation Offloading Approach for Large-Scale Mobile Edge Computing via Deep Reinforcement Learning. - Zheyuan Hu 001; Jianwei Niu 002; Tao Ren 001; Bin Dai; Qingfeng Li 004; Mingliang Xu 001; Sajal K. Das 001 (IEEE Trans. Serv. Comput., 2022)

Towards Energy-Efficient Scheduling of UAV and Base Station Hybrid Enabled Mobile Edge Computing. - Bin Dai; Jianwei Niu 002; Tao Ren 001; Zheyuan Hu 001; Mohammed Atiquzzaman (IEEE Trans. Veh. Technol., 2022)

TransOff: Towards Fast Transferable Computation Offloading in MEC via Embedded Reinforcement Learning. - Zheyuan Hu 001; Jianwei Niu 002; Tao Ren 001 (ICDCS, 2023)

FEAT: Towards Fast Environment-Adaptive Task Offloading and Power Allocation in MEC. - Tao Ren 001; Zheyuan Hu 001; Hang He; Jianwei Niu 002; Xuefeng Liu 001 (INFOCOM, 2023)

M3OFF: Module-Compositional Model-Free Computation Offloading in Multi-Environment MEC. - Tao Ren 001; Zheyuan Hu 001; Jianwei Niu 002; Weikun Feng; Hang He (INFOCOM, 2024)

Achieving Fast Environment Adaptation of DRL-Based Computation Offloading in Mobile Edge Computing. - Zheyuan Hu 001; Jianwei Niu 002; Tao Ren 001; Mohsen Guizani (IEEE Trans. Mob. Comput., 2024)

ExplabOff: Towards Explorative and Collaborative Task Offloading via Mutual Information-Enhanced MARL. - Tao Ren 001; Zheyuan Hu 001; Jianwei Niu 002; Yiming Yao (INFOCOM, 2025)

SITOff: Enabling Size-Insensitive Task Offloading in D2D-Assisted Mobile Edge Computing. - Zheyuan Hu 001; Jianwei Niu 002; Tao Ren 001; Xuefeng Liu 001; Mohsen Guizani (IEEE Trans. Mob. Comput., 2025)